GET _search
{
  "query": {
    "match_all": {}
  }
}

POST /customer/external/_bulk
{"index":{"_id":"1"}}
{"name":"John Doe"}
{"index":{"_id":"2"}}
{"name":"John Doe"}

##_bulk批量插入
POST /bank/account/_bulk
{"index":{"_id":"1"}}
{"account_number":1,"balance":39225,"firstname":"Amber","lastname":"Duke","age":32,"gender":"M","address":"880 Holmes Lane","employer":"Pyrami","email":"amberduke@pyrami.com","city":"Brogan","state":"IL"}
{"index":{"_id":"6"}}
{"account_number":6,"balance":5686,"firstname":"Hattie","lastname":"Bond","age":36,"gender":"M","address":"671 Bristol Street","employer":"Netagy","email":"hattiebond@netagy.com","city":"Dante","state":"TN"}
{"index":{"_id":"13"}}
{"account_number":13,"balance":32838,"firstname":"Nanette","lastname":"Bates","age":28,"gender":"F","address":"789 Madison Street","employer":"Quility","email":"nanettebates@quility.com","city":"Nogal","state":"VA"}
{"index":{"_id":"18"}}
{"account_number":18,"balance":4180,"firstname":"Dale","lastname":"Adams","age":33,"gender":"M","address":"467 Hutchinson Court","employer":"Boink","email":"daleadams@boink.com","city":"Orick","state":"MD"}
{"index":{"_id":"20"}}
{"account_number":20,"balance":16418,"firstname":"Elinor","lastname":"Ratliff","age":36,"gender":"M","address":"282 Kings Place","employer":"Scentric","email":"elinorratliff@scentric.com","city":"Ribera","state":"WA"}
{"index":{"_id":"25"}}
{"account_number":25,"balance":40540,"firstname":"Virginia","lastname":"Ayala","age":39,"gender":"F","address":"171 Putnam Avenue","employer":"Filodyne","email":"virginiaayala@filodyne.com","city":"Nicholson","state":"PA"}
{"index":{"_id":"32"}}
{"account_number":32,"balance":48086,"firstname":"Dillard","lastname":"Mcpherson","age":34,"gender":"F","address":"702 Quentin Street","employer":"Quailcom","email":"dillardmcpherson@quailcom.com","city":"Veguita","state":"IN"}
{"index":{"_id":"37"}}
{"account_number":37,"balance":18612,"firstname":"Mcgee","lastname":"Mooney","age":39,"gender":"M","address":"826 Fillmore Place","employer":"Reversus","email":"mcgeemooney@reversus.com","city":"Tooleville","state":"OK"}
{"index":{"_id":"44"}}
{"account_number":44,"balance":34487,"firstname":"Aurelia","lastname":"Harding","age":37,"gender":"M","address":"502 Baycliff Terrace","employer":"Orbalix","email":"aureliaharding@orbalix.com","city":"Yardville","state":"DE"}
{"index":{"_id":"49"}}
{"account_number":49,"balance":29104,"firstname":"Fulton","lastname":"Holt","age":23,"gender":"F","address":"451 Humboldt Street","employer":"Anocha","email":"fultonholt@anocha.com","city":"Sunriver","state":"RI"}
{"index":{"_id":"51"}}
{"account_number":51,"balance":14097,"firstname":"Burton","lastname":"Meyers","age":31,"gender":"F","address":"334 River Street","employer":"Bezal","email":"burtonmeyers@bezal.com","city":"Jacksonburg","state":"MO"}
{"index":{"_id":"56"}}
{"account_number":56,"balance":14992,"firstname":"Josie","lastname":"Nelson","age":32,"gender":"M","address":"857 Tabor Court","employer":"Emtrac","email":"josienelson@emtrac.com","city":"Sunnyside","state":"UT"}
{"index":{"_id":"63"}}
{"account_number":63,"balance":6077,"firstname":"Hughes","lastname":"Owens","age":30,"gender":"F","address":"510 Sedgwick Street","employer":"Valpreal","email":"hughesowens@valpreal.com","city":"Guilford","state":"KS"}
{"index":{"_id":"68"}}
{"account_number":68,"balance":44214,"firstname":"Hall","lastname":"Key","age":25,"gender":"F","address":"927 Bay Parkway","employer":"Eventex","email":"hallkey@eventex.com","city":"Shawmut","state":"CA"}
{"index":{"_id":"70"}}
{"account_number":70,"balance":38172,"firstname":"Deidre","lastname":"Thompson","age":33,"gender":"F","address":"685 School Lane","employer":"Netplode","email":"deidrethompson@netplode.com","city":"Chestnut","state":"GA"}
{"index":{"_id":"75"}}
{"account_number":75,"balance":40500,"firstname":"Sandoval","lastname":"Kramer","age":22,"gender":"F","address":"166 Irvington Place","employer":"Overfork","email":"sandovalkramer@overfork.com","city":"Limestone","state":"NH"}
{"index":{"_id":"82"}}
{"account_number":82,"balance":41412,"firstname":"Concetta","lastname":"Barnes","age":39,"gender":"F","address":"195 Bayview Place","employer":"Fitcore","email":"concettabarnes@fitcore.com","city":"Summerfield","state":"NC"}
{"index":{"_id":"87"}}
{"account_number":87,"balance":1133,"firstname":"Hewitt","lastname":"Kidd","age":22,"gender":"M","address":"446 Halleck Street","employer":"Isologics","email":"hewittkidd@isologics.com","city":"Coalmont","state":"ME"}
{"index":{"_id":"94"}}
{"account_number":94,"balance":41060,"firstname":"Brittany","lastname":"Cabrera","age":30,"gender":"F","address":"183 Kathleen Court","employer":"Mixers","email":"brittanycabrera@mixers.com","city":"Cornucopia","state":"AZ"}
{"index":{"_id":"99"}}
{"account_number":99,"balance":47159,"firstname":"Ratliff","lastname":"Heath","age":39,"gender":"F","address":"806 Rockwell Place","employer":"Zappix","email":"ratliffheath@zappix.com","city":"Shaft","state":"ND"}
{"index":{"_id":"102"}}
{"account_number":102,"balance":29712,"firstname":"Dena","lastname":"Olson","age":27,"gender":"F","address":"759 Newkirk Avenue","employer":"Hinway","email":"denaolson@hinway.com","city":"Choctaw","state":"NJ"}
{"index":{"_id":"107"}}
{"account_number":107,"balance":48844,"firstname":"Randi","lastname":"Rich","age":28,"gender":"M","address":"694 Jefferson Street","employer":"Netplax","email":"randirich@netplax.com","city":"Bellfountain","state":"SC"}
{"index":{"_id":"114"}}
{"account_number":114,"balance":43045,"firstname":"Josephine","lastname":"Joseph","age":31,"gender":"F","address":"451 Oriental Court","employer":"Turnabout","email":"josephinejoseph@turnabout.com","city":"Sedley","state":"AL"}
{"index":{"_id":"119"}}
{"account_number":119,"balance":49222,"firstname":"Laverne","lastname":"Johnson","age":28,"gender":"F","address":"302 Howard Place","employer":"Senmei","email":"lavernejohnson@senmei.com","city":"Herlong","state":"DC"}
{"index":{"_id":"121"}}
{"account_number":121,"balance":19594,"firstname":"Acevedo","lastname":"Dorsey","age":32,"gender":"M","address":"479 Nova Court","employer":"Netropic","email":"acevedodorsey@netropic.com","city":"Islandia","state":"CT"}
{"index":{"_id":"126"}}
{"account_number":126,"balance":3607,"firstname":"Effie","lastname":"Gates","age":39,"gender":"F","address":"620 National Drive","employer":"Digitalus","email":"effiegates@digitalus.com","city":"Blodgett","state":"MD"}
{"index":{"_id":"133"}}
{"account_number":133,"balance":26135,"firstname":"Deena","lastname":"Richmond","age":36,"gender":"F","address":"646 Underhill Avenue","employer":"Sunclipse","email":"deenarichmond@sunclipse.com","city":"Austinburg","state":"SC"}
{"index":{"_id":"138"}}
{"account_number":138,"balance":9006,"firstname":"Daniel","lastname":"Arnold","age":39,"gender":"F","address":"422 Malbone Street","employer":"Ecstasia","email":"danielarnold@ecstasia.com","city":"Gardiner","state":"MO"}
{"index":{"_id":"140"}}
{"account_number":140,"balance":26696,"firstname":"Cotton","lastname":"Christensen","age":32,"gender":"M","address":"878 Schermerhorn Street","employer":"Prowaste","email":"cottonchristensen@prowaste.com","city":"Mayfair","state":"LA"}
{"index":{"_id":"145"}}
{"account_number":145,"balance":47406,"firstname":"Rowena","lastname":"Wilkinson","age":32,"gender":"M","address":"891 Elton Street","employer":"Asimiline","email":"rowenawilkinson@asimiline.com","city":"Ripley","state":"NH"}
{"index":{"_id":"152"}}
{"account_number":152,"balance":8088,"firstname":"Wolfe","lastname":"Rocha","age":21,"gender":"M","address":"457 Guernsey Street","employer":"Hivedom","email":"wolferocha@hivedom.com","city":"Adelino","state":"MS"}
{"index":{"_id":"157"}}
{"account_number":157,"balance":39868,"firstname":"Claudia","lastname":"Terry","age":20,"gender":"F","address":"132 Gunnison Court","employer":"Lumbrex","email":"claudiaterry@lumbrex.com","city":"Castleton","state":"MD"}
{"index":{"_id":"164"}}
{"account_number":164,"balance":9101,"firstname":"Cummings","lastname":"Little","age":26,"gender":"F","address":"308 Schaefer Street","employer":"Comtrak","email":"cummingslittle@comtrak.com","city":"Chaparrito","state":"WI"}
{"index":{"_id":"169"}}
{"account_number":169,"balance":45953,"firstname":"Hollie","lastname":"Osborn","age":34,"gender":"M","address":"671 Seaview Court","employer":"Musaphics","email":"hollieosborn@musaphics.com","city":"Hanover","state":"GA"}
{"index":{"_id":"171"}}
{"account_number":171,"balance":7091,"firstname":"Nelda","lastname":"Hopper","age":39,"gender":"M","address":"742 Prospect Place","employer":"Equicom","email":"neldahopper@equicom.com","city":"Finderne","state":"SC"}
{"index":{"_id":"176"}}
{"account_number":176,"balance":18607,"firstname":"Kemp","lastname":"Walters","age":28,"gender":"F","address":"906 Howard Avenue","employer":"Eyewax","email":"kempwalters@eyewax.com","city":"Why","state":"KY"}
{"index":{"_id":"183"}}
{"account_number":183,"balance":14223,"firstname":"Hudson","lastname":"English","age":26,"gender":"F","address":"823 Herkimer Place","employer":"Xinware","email":"hudsonenglish@xinware.com","city":"Robbins","state":"ND"}
{"index":{"_id":"188"}}
{"account_number":188,"balance":41504,"firstname":"Tia","lastname":"Miranda","age":24,"gender":"F","address":"583 Ainslie Street","employer":"Jasper","email":"tiamiranda@jasper.com","city":"Summerset","state":"UT"}
{"index":{"_id":"190"}}
{"account_number":190,"balance":3150,"firstname":"Blake","lastname":"Davidson","age":30,"gender":"F","address":"636 Diamond Street","employer":"Quantasis","email":"blakedavidson@quantasis.com","city":"Crumpler","state":"KY"}
{"index":{"_id":"195"}}
{"account_number":195,"balance":5025,"firstname":"Kaye","lastname":"Gibson","age":31,"gender":"M","address":"955 Hopkins Street","employer":"Zork","email":"kayegibson@zork.com","city":"Ola","state":"WY"}
{"index":{"_id":"203"}}
{"account_number":203,"balance":21890,"firstname":"Eve","lastname":"Wyatt","age":33,"gender":"M","address":"435 Furman Street","employer":"Assitia","email":"evewyatt@assitia.com","city":"Jamestown","state":"MN"}
{"index":{"_id":"208"}}
{"account_number":208,"balance":40760,"firstname":"Garcia","lastname":"Hess","age":26,"gender":"F","address":"810 Nostrand Avenue","employer":"Quiltigen","email":"garciahess@quiltigen.com","city":"Brooktrails","state":"GA"}
{"index":{"_id":"210"}}
{"account_number":210,"balance":33946,"firstname":"Cherry","lastname":"Carey","age":24,"gender":"M","address":"539 Tiffany Place","employer":"Martgo","email":"cherrycarey@martgo.com","city":"Fairacres","state":"AK"}
{"index":{"_id":"215"}}
{"account_number":215,"balance":37427,"firstname":"Copeland","lastname":"Solomon","age":20,"gender":"M","address":"741 McDonald Avenue","employer":"Recognia","email":"copelandsolomon@recognia.com","city":"Edmund","state":"ME"}
{"index":{"_id":"222"}}
{"account_number":222,"balance":14764,"firstname":"Rachelle","lastname":"Rice","age":36,"gender":"M","address":"333 Narrows Avenue","employer":"Enaut","email":"rachellerice@enaut.com","city":"Wright","state":"AZ"}
{"index":{"_id":"227"}}
{"account_number":227,"balance":19780,"firstname":"Coleman","lastname":"Berg","age":22,"gender":"M","address":"776 Little Street","employer":"Exoteric","email":"colemanberg@exoteric.com","city":"Eagleville","state":"WV"}
{"index":{"_id":"234"}}
{"account_number":234,"balance":44207,"firstname":"Betty","lastname":"Hall","age":37,"gender":"F","address":"709 Garfield Place","employer":"Miraclis","email":"bettyhall@miraclis.com","city":"Bendon","state":"NY"}
{"index":{"_id":"239"}}
{"account_number":239,"balance":25719,"firstname":"Chang","lastname":"Boyer","age":36,"gender":"M","address":"895 Brigham Street","employer":"Qaboos","email":"changboyer@qaboos.com","city":"Belgreen","state":"NH"}
{"index":{"_id":"241"}}
{"account_number":241,"balance":25379,"firstname":"Schroeder","lastname":"Harrington","age":26,"gender":"M","address":"610 Tapscott Avenue","employer":"Otherway","email":"schroederharrington@otherway.com","city":"Ebro","state":"TX"}
{"index":{"_id":"246"}}
{"account_number":246,"balance":28405,"firstname":"Katheryn","lastname":"Foster","age":21,"gender":"F","address":"259 Kane Street","employer":"Quantalia","email":"katherynfoster@quantalia.com","city":"Bath","state":"TX"}
{"index":{"_id":"253"}}
{"account_number":253,"balance":20240,"firstname":"Melissa","lastname":"Gould","age":31,"gender":"M","address":"440 Fuller Place","employer":"Buzzopia","email":"melissagould@buzzopia.com","city":"Lumberton","state":"MD"}
{"index":{"_id":"258"}}
{"account_number":258,"balance":5712,"firstname":"Lindsey","lastname":"Hawkins","age":37,"gender":"M","address":"706 Frost Street","employer":"Enormo","email":"lindseyhawkins@enormo.com","city":"Gardners","state":"AK"}
{"index":{"_id":"260"}}
{"account_number":260,"balance":2726,"firstname":"Kari","lastname":"Skinner","age":30,"gender":"F","address":"735 Losee Terrace","employer":"Singavera","email":"kariskinner@singavera.com","city":"Rushford","state":"WV"}
{"index":{"_id":"265"}}
{"account_number":265,"balance":46910,"firstname":"Marion","lastname":"Schneider","age":26,"gender":"F","address":"574 Everett Avenue","employer":"Evidends","email":"marionschneider@evidends.com","city":"Maplewood","state":"WY"}
{"index":{"_id":"272"}}
{"account_number":272,"balance":19253,"firstname":"Lilly","lastname":"Morgan","age":25,"gender":"F","address":"689 Fleet Street","employer":"Biolive","email":"lillymorgan@biolive.com","city":"Sunbury","state":"OH"}
{"index":{"_id":"277"}}
{"account_number":277,"balance":29564,"firstname":"Romero","lastname":"Lott","age":31,"gender":"M","address":"456 Danforth Street","employer":"Plasto","email":"romerolott@plasto.com","city":"Vincent","state":"VT"}
{"index":{"_id":"284"}}
{"account_number":284,"balance":22806,"firstname":"Randolph","lastname":"Banks","age":29,"gender":"M","address":"875 Hamilton Avenue","employer":"Caxt","email":"randolphbanks@caxt.com","city":"Crawfordsville","state":"WA"}
{"index":{"_id":"289"}}
{"account_number":289,"balance":7798,"firstname":"Blair","lastname":"Church","age":29,"gender":"M","address":"370 Sutton Street","employer":"Cubix","email":"blairchurch@cubix.com","city":"Nile","state":"NH"}
{"index":{"_id":"291"}}
{"account_number":291,"balance":19955,"firstname":"Lynn","lastname":"Pollard","age":40,"gender":"F","address":"685 Pierrepont Street","employer":"Slambda","email":"lynnpollard@slambda.com","city":"Mappsville","state":"ID"}
{"index":{"_id":"296"}}
{"account_number":296,"balance":24606,"firstname":"Rosa","lastname":"Oliver","age":34,"gender":"M","address":"168 Woodbine Street","employer":"Idetica","email":"rosaoliver@idetica.com","city":"Robinson","state":"WY"}
{"index":{"_id":"304"}}
{"account_number":304,"balance":28647,"firstname":"Palmer","lastname":"Clark","age":35,"gender":"M","address":"866 Boulevard Court","employer":"Maximind","email":"palmerclark@maximind.com","city":"Avalon","state":"NH"}
{"index":{"_id":"309"}}
{"account_number":309,"balance":3830,"firstname":"Rosemarie","lastname":"Nieves","age":30,"gender":"M","address":"206 Alice Court","employer":"Zounds","email":"rosemarienieves@zounds.com","city":"Ferney","state":"AR"}
{"index":{"_id":"311"}}
{"account_number":311,"balance":13388,"firstname":"Vinson","lastname":"Ballard","age":23,"gender":"F","address":"960 Glendale Court","employer":"Gynk","email":"vinsonballard@gynk.com","city":"Fairforest","state":"WY"}
{"index":{"_id":"316"}}
{"account_number":316,"balance":8214,"firstname":"Anita","lastname":"Ewing","age":32,"gender":"M","address":"396 Lombardy Street","employer":"Panzent","email":"anitaewing@panzent.com","city":"Neahkahnie","state":"WY"}
{"index":{"_id":"323"}}
{"account_number":323,"balance":42230,"firstname":"Chelsea","lastname":"Gamble","age":34,"gender":"F","address":"356 Dare Court","employer":"Isosphere","email":"chelseagamble@isosphere.com","city":"Dundee","state":"MD"}
{"index":{"_id":"328"}}
{"account_number":328,"balance":12523,"firstname":"Good","lastname":"Campbell","age":27,"gender":"F","address":"438 Hicks Street","employer":"Gracker","email":"goodcampbell@gracker.com","city":"Marion","state":"CA"}
{"index":{"_id":"330"}}
{"account_number":330,"balance":41620,"firstname":"Yvette","lastname":"Browning","age":34,"gender":"F","address":"431 Beekman Place","employer":"Marketoid","email":"yvettebrowning@marketoid.com","city":"Talpa","state":"CO"}
{"index":{"_id":"335"}}
{"account_number":335,"balance":35433,"firstname":"Vera","lastname":"Hansen","age":24,"gender":"M","address":"252 Bushwick Avenue","employer":"Zanilla","email":"verahansen@zanilla.com","city":"Manila","state":"TN"}
{"index":{"_id":"342"}}
{"account_number":342,"balance":33670,"firstname":"Vivian","lastname":"Wells","age":36,"gender":"M","address":"570 Cobek Court","employer":"Nutralab","email":"vivianwells@nutralab.com","city":"Fontanelle","state":"OK"}
{"index":{"_id":"347"}}
{"account_number":347,"balance":36038,"firstname":"Gould","lastname":"Carson","age":24,"gender":"F","address":"784 Pulaski Street","employer":"Mobildata","email":"gouldcarson@mobildata.com","city":"Goochland","state":"MI"}
{"index":{"_id":"354"}}
{"account_number":354,"balance":21294,"firstname":"Kidd","lastname":"Mclean","age":22,"gender":"M","address":"691 Saratoga Avenue","employer":"Ronbert","email":"kiddmclean@ronbert.com","city":"Tioga","state":"ME"}
{"index":{"_id":"359"}}
{"account_number":359,"balance":29927,"firstname":"Vanessa","lastname":"Harvey","age":28,"gender":"F","address":"679 Rutledge Street","employer":"Zentime","email":"vanessaharvey@zentime.com","city":"Williston","state":"IL"}
{"index":{"_id":"361"}}
{"account_number":361,"balance":23659,"firstname":"Noreen","lastname":"Shelton","age":36,"gender":"M","address":"702 Tillary Street","employer":"Medmex","email":"noreenshelton@medmex.com","city":"Derwood","state":"NH"}
{"index":{"_id":"366"}}
{"account_number":366,"balance":42368,"firstname":"Lydia","lastname":"Cooke","age":31,"gender":"M","address":"470 Coleman Street","employer":"Comstar","email":"lydiacooke@comstar.com","city":"Datil","state":"TN"}
{"index":{"_id":"373"}}
{"account_number":373,"balance":9671,"firstname":"Simpson","lastname":"Carpenter","age":21,"gender":"M","address":"837 Horace Court","employer":"Snips","email":"simpsoncarpenter@snips.com","city":"Tolu","state":"MA"}
{"index":{"_id":"378"}}
{"account_number":378,"balance":27100,"firstname":"Watson","lastname":"Simpson","age":36,"gender":"F","address":"644 Thomas Street","employer":"Wrapture","email":"watsonsimpson@wrapture.com","city":"Keller","state":"TX"}
{"index":{"_id":"380"}}
{"account_number":380,"balance":35628,"firstname":"Fernandez","lastname":"Reid","age":33,"gender":"F","address":"154 Melba Court","employer":"Cosmosis","email":"fernandezreid@cosmosis.com","city":"Boyd","state":"NE"}
{"index":{"_id":"385"}}
{"account_number":385,"balance":11022,"firstname":"Rosalinda","lastname":"Valencia","age":22,"gender":"M","address":"933 Lloyd Street","employer":"Zoarere","email":"rosalindavalencia@zoarere.com","city":"Waverly","state":"GA"}
{"index":{"_id":"392"}}
{"account_number":392,"balance":31613,"firstname":"Dotson","lastname":"Dean","age":35,"gender":"M","address":"136 Ford Street","employer":"Petigems","email":"dotsondean@petigems.com","city":"Chical","state":"SD"}
{"index":{"_id":"397"}}
{"account_number":397,"balance":37418,"firstname":"Leonard","lastname":"Gray","age":36,"gender":"F","address":"840 Morgan Avenue","employer":"Recritube","email":"leonardgray@recritube.com","city":"Edenburg","state":"AL"}
{"index":{"_id":"400"}}
{"account_number":400,"balance":20685,"firstname":"Kane","lastname":"King","age":21,"gender":"F","address":"405 Cornelia Street","employer":"Tri@Tribalog","email":"kaneking@tri@tribalog.com","city":"Gulf","state":"VT"}
{"index":{"_id":"405"}}
{"account_number":405,"balance":5679,"firstname":"Strickland","lastname":"Fuller","age":26,"gender":"M","address":"990 Concord Street","employer":"Digique","email":"stricklandfuller@digique.com","city":"Southmont","state":"NV"}
{"index":{"_id":"412"}}
{"account_number":412,"balance":27436,"firstname":"Ilene","lastname":"Abbott","age":26,"gender":"M","address":"846 Vine Street","employer":"Typhonica","email":"ileneabbott@typhonica.com","city":"Cedarville","state":"VT"}
{"index":{"_id":"417"}}
{"account_number":417,"balance":1788,"firstname":"Wheeler","lastname":"Ayers","age":35,"gender":"F","address":"677 Hope Street","employer":"Fortean","email":"wheelerayers@fortean.com","city":"Ironton","state":"PA"}
{"index":{"_id":"424"}}
{"account_number":424,"balance":36818,"firstname":"Tracie","lastname":"Gregory","age":34,"gender":"M","address":"112 Hunterfly Place","employer":"Comstruct","email":"traciegregory@comstruct.com","city":"Onton","state":"TN"}
{"index":{"_id":"429"}}
{"account_number":429,"balance":46970,"firstname":"Cantu","lastname":"Lindsey","age":31,"gender":"M","address":"404 Willoughby Avenue","employer":"Inquala","email":"cantulindsey@inquala.com","city":"Cowiche","state":"IA"}
{"index":{"_id":"431"}}
{"account_number":431,"balance":13136,"firstname":"Laurie","lastname":"Shaw","age":26,"gender":"F","address":"263 Aviation Road","employer":"Zillanet","email":"laurieshaw@zillanet.com","city":"Harmon","state":"WV"}
{"index":{"_id":"436"}}
{"account_number":436,"balance":27585,"firstname":"Alexander","lastname":"Sargent","age":23,"gender":"M","address":"363 Albemarle Road","employer":"Fangold","email":"alexandersargent@fangold.com","city":"Calpine","state":"OR"}
{"index":{"_id":"443"}}
{"account_number":443,"balance":7588,"firstname":"Huff","lastname":"Thomas","age":23,"gender":"M","address":"538 Erskine Loop","employer":"Accufarm","email":"huffthomas@accufarm.com","city":"Corinne","state":"AL"}
{"index":{"_id":"448"}}
{"account_number":448,"balance":22776,"firstname":"Adriana","lastname":"Mcfadden","age":35,"gender":"F","address":"984 Woodside Avenue","employer":"Telequiet","email":"adrianamcfadden@telequiet.com","city":"Darrtown","state":"WI"}
{"index":{"_id":"450"}}
{"account_number":450,"balance":2643,"firstname":"Bradford","lastname":"Nielsen","age":25,"gender":"M","address":"487 Keen Court","employer":"Exovent","email":"bradfordnielsen@exovent.com","city":"Hamilton","state":"DE"}
{"index":{"_id":"455"}}
{"account_number":455,"balance":39556,"firstname":"Lynn","lastname":"Tran","age":36,"gender":"M","address":"741 Richmond Street","employer":"Optyk","email":"lynntran@optyk.com","city":"Clinton","state":"WV"}
{"index":{"_id":"462"}}
{"account_number":462,"balance":10871,"firstname":"Calderon","lastname":"Day","age":27,"gender":"M","address":"810 Milford Street","employer":"Cofine","email":"calderonday@cofine.com","city":"Kula","state":"OK"}
{"index":{"_id":"467"}}
{"account_number":467,"balance":6312,"firstname":"Angelica","lastname":"May","age":32,"gender":"F","address":"384 Karweg Place","employer":"Keeg","email":"angelicamay@keeg.com","city":"Tetherow","state":"IA"}
{"index":{"_id":"474"}}
{"account_number":474,"balance":35896,"firstname":"Obrien","lastname":"Walton","age":40,"gender":"F","address":"192 Ide Court","employer":"Suremax","email":"obrienwalton@suremax.com","city":"Crucible","state":"UT"}
{"index":{"_id":"479"}}
{"account_number":479,"balance":31865,"firstname":"Cameron","lastname":"Ross","age":40,"gender":"M","address":"904 Bouck Court","employer":"Telpod","email":"cameronross@telpod.com","city":"Nord","state":"MO"}
{"index":{"_id":"481"}}
{"account_number":481,"balance":20024,"firstname":"Lina","lastname":"Stanley","age":33,"gender":"M","address":"361 Hanover Place","employer":"Strozen","email":"linastanley@strozen.com","city":"Wyoming","state":"NC"}
{"index":{"_id":"486"}}
{"account_number":486,"balance":35902,"firstname":"Dixie","lastname":"Fuentes","age":22,"gender":"F","address":"991 Applegate Court","employer":"Portico","email":"dixiefuentes@portico.com","city":"Salix","state":"VA"}
{"index":{"_id":"493"}}
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{"account_number":914,"balance":7120,"firstname":"Esther","lastname":"Bean","age":32,"gender":"F","address":"583 Macon Street","employer":"Applica","email":"estherbean@applica.com","city":"Homeworth","state":"MN"}
{"index":{"_id":"919"}}
{"account_number":919,"balance":39655,"firstname":"Shauna","lastname":"Hanson","age":27,"gender":"M","address":"557 Hart Place","employer":"Exospace","email":"shaunahanson@exospace.com","city":"Outlook","state":"LA"}
{"index":{"_id":"921"}}
{"account_number":921,"balance":49119,"firstname":"Barbara","lastname":"Wade","age":29,"gender":"M","address":"687 Hoyts Lane","employer":"Roughies","email":"barbarawade@roughies.com","city":"Sattley","state":"CO"}
{"index":{"_id":"926"}}
{"account_number":926,"balance":49433,"firstname":"Welch","lastname":"Mcgowan","age":21,"gender":"M","address":"833 Quincy Street","employer":"Atomica","email":"welchmcgowan@atomica.com","city":"Hampstead","state":"VT"}
{"index":{"_id":"933"}}
{"account_number":933,"balance":18071,"firstname":"Tabitha","lastname":"Cole","age":21,"gender":"F","address":"916 Rogers Avenue","employer":"Eclipto","email":"tabithacole@eclipto.com","city":"Lawrence","state":"TX"}
{"index":{"_id":"938"}}
{"account_number":938,"balance":9597,"firstname":"Sharron","lastname":"Santos","age":40,"gender":"F","address":"215 Matthews Place","employer":"Zenco","email":"sharronsantos@zenco.com","city":"Wattsville","state":"VT"}
{"index":{"_id":"940"}}
{"account_number":940,"balance":23285,"firstname":"Melinda","lastname":"Mendoza","age":38,"gender":"M","address":"806 Kossuth Place","employer":"Kneedles","email":"melindamendoza@kneedles.com","city":"Coaldale","state":"OK"}
{"index":{"_id":"945"}}
{"account_number":945,"balance":23085,"firstname":"Hansen","lastname":"Hebert","age":33,"gender":"F","address":"287 Conduit Boulevard","employer":"Capscreen","email":"hansenhebert@capscreen.com","city":"Taycheedah","state":"AK"}
{"index":{"_id":"952"}}
{"account_number":952,"balance":21430,"firstname":"Angelique","lastname":"Weeks","age":33,"gender":"M","address":"659 Reeve Place","employer":"Exodoc","email":"angeliqueweeks@exodoc.com","city":"Turpin","state":"MD"}
{"index":{"_id":"957"}}
{"account_number":957,"balance":11373,"firstname":"Michael","lastname":"Giles","age":31,"gender":"M","address":"668 Court Square","employer":"Yogasm","email":"michaelgiles@yogasm.com","city":"Rosburg","state":"WV"}
{"index":{"_id":"964"}}
{"account_number":964,"balance":26154,"firstname":"Elena","lastname":"Waller","age":34,"gender":"F","address":"618 Crystal Street","employer":"Insurety","email":"elenawaller@insurety.com","city":"Gallina","state":"NY"}
{"index":{"_id":"969"}}
{"account_number":969,"balance":22214,"firstname":"Briggs","lastname":"Lynn","age":30,"gender":"M","address":"952 Lester Court","employer":"Quinex","email":"briggslynn@quinex.com","city":"Roland","state":"ID"}
{"index":{"_id":"971"}}
{"account_number":971,"balance":22772,"firstname":"Gabrielle","lastname":"Reilly","age":32,"gender":"F","address":"964 Tudor Terrace","employer":"Blanet","email":"gabriellereilly@blanet.com","city":"Falmouth","state":"AL"}
{"index":{"_id":"976"}}
{"account_number":976,"balance":31707,"firstname":"Mullen","lastname":"Tanner","age":26,"gender":"M","address":"711 Whitney Avenue","employer":"Pulze","email":"mullentanner@pulze.com","city":"Mooresburg","state":"MA"}
{"index":{"_id":"983"}}
{"account_number":983,"balance":47205,"firstname":"Mattie","lastname":"Eaton","age":24,"gender":"F","address":"418 Allen Avenue","employer":"Trasola","email":"mattieeaton@trasola.com","city":"Dupuyer","state":"NJ"}
{"index":{"_id":"988"}}
{"account_number":988,"balance":17803,"firstname":"Lucy","lastname":"Castro","age":34,"gender":"F","address":"425 Fleet Walk","employer":"Geekfarm","email":"lucycastro@geekfarm.com","city":"Mulino","state":"VA"}
{"index":{"_id":"990"}}
{"account_number":990,"balance":44456,"firstname":"Kelly","lastname":"Steele","age":35,"gender":"M","address":"809 Hoyt Street","employer":"Eschoir","email":"kellysteele@eschoir.com","city":"Stewartville","state":"ID"}
{"index":{"_id":"995"}}
{"account_number":995,"balance":21153,"firstname":"Phelps","lastname":"Parrish","age":25,"gender":"M","address":"666 Miller Place","employer":"Pearlessa","email":"phelpsparrish@pearlessa.com","city":"Brecon","state":"ME"}

##以下为查询DSL语句
GET /bank/_search?q=*&sort=account_number:asc

GET /bank/_search
{
  "query": {
    "match_all": {}
  },
  "sort": [
    {
      "balance": {
        "order": "desc"
      }
    }
  ],
  "from": 0,
  "size": 5,
  "_source": ["balance","firstname"]
}

##匹配查询(分词匹配)
GET /bank/_search
{
  "query": {
    "match": {
      "account_number": 20
    }
  }
}

GET /bank/_search
{
  "query": {
    "match": {
      "address": "kings"
    }
  }
}
##全文检索按照评分进行排序，会对检索条件进行分词匹配

##短语匹配(包含了整个语句的短语)
GET /bank/_search
{
  "query": {
    "match_phrase": {
      "address": "mill lane"
    }
  }
}

##多字段匹配(相当于sql中的or查询）
##query为查询条件 fields中哪个字段包含了mill或movico都会查询
##query会进行分词
GET /bank/_search
{
  "query": {
    "multi_match": {
      "query": "mill movico",
      "fields": ["address","city"]
    }
  }
}

##一个字段多条件匹配
GET /bank/_search
{
  "query": {
    "bool": {
      "filter": {
        "terms": {
          "age": [
            "27",
            "39",
            "28"
          ]
        }
      }
    }
  }
}

##复合查询bool must必须满足条件 must_not必须不满足 should可以满足，也可以没有，满足后得分会更高
GET /bank/_search
{
  "query": {
    "bool": {
      "must": [
        {
          "match": {
            "gender": "M"
          }
        },
        {
          "match": {
            "address": "mill"
          }
        }
      ],
      "must_not": [
        {
          "match": {
            "age": "28"
          }
        }
      ],
      "should": [
        {
          "match": {
            "lastname": "Wallace"
          }
        }
      ]
    }
  }
}

##条件必须满足  range范围
GET /bank/_search
{
  "query": {
    "bool": {
      "must": [
        {
          "range": {
            "age": {
              "gte": 10,
              "lte": 30
            }
          }
        },
        {
          "match": {
            "address": "mill"
          }
        }
      ]
    }
  }
}

##filter结果过滤，不计算相关性得分
GET /bank/_search
{
  "query": {
    "bool": {
      "filter": {
        "range": {
          "age": {
            "gte": 10,
            "lte": 30
          }
        }
      }
    }
  }
}

##查询精确字段的用term 比如age  不是精确的用match
GET /bank/_search
{
  "query": {
    "term": {
      "age": "28"
    }
  }
}
##match的精确匹配
GET /bank/_search
{
  "query": {
    "match": {
      "address.keyword": "789 Madison"
    }
  }
}
##以上为查询DSL语句

##以下为aggregation分析(执行聚合)

##aggs聚合  ageAgg聚合的名字->自己取  AGG_TYPE聚合的类型 terms为计数 avg平均 size为0，只看聚合的结果
GET /bank/_search
{
  "query": {
    "match": {
      "address": "mill"
    }
  },
  "aggs": {
    "ageAgg": {
      "terms": {
        "field": "age",
        "size": 10
      }
    },
    "ageAvg":{
      "avg": {
        "field": "age"
      }
    },
    "balanceAvg":{
      "avg": {
        "field": "balance"
      }
    }
  },
  "size": 0
}

##与aggs并列为新聚合  在里面为子聚合
##按照年龄聚合，并且请求这些年龄段的平均薪资
GET /bank/_search
{
  "query": {
    "match_all": {}
  },
  "aggs": {
    "ageAgg": {
      "terms": {
        "field": "age",
        "size": 100
      },
     "aggs": {
       "balanceAvg": {
         "avg": {
           "field": "balance"
         }
       }
     }
    }
  }
}

##查出所有年龄分布，并且这些年龄中M的平均薪资和F的平均薪资以及这个年龄段的总体平均薪资
GET /bank/_search
{
  "query": {
    "match_all": {}
  },
  "aggs": {
    "ageAgg": {
      "terms": {
        "field": "age",
        "size": 100
      },
      "aggs": {
        "genderAgg": {
          "terms": {
            "field": "gender.keyword",
            "size": 10
          },
          "aggs": {
            "balanceAvg": {
              "avg": {
                "field": "balance"
              }
            }
          }
        },
        "ageBalanceAvg": {
          "avg": {
            "field": "balance"
          }
        }
      }
    }
  }
}

##mappings映射

GET /bank/_mapping

##es7以后建议不要type(表) 8以后会去掉
##类型为keyword的不会进行全文检索，会进行精确匹配 为text时可以进行分词
##index为true创建索引，默认为true 有索引才会被检索  doc_values如果为false则不参加聚合统计
PUT gmall
{
  "mappings": {
    "PmsSkuInfo": {
      "properties": {
        "id": {
          "type": "keyword",
          "index": true
        },
        "price": {
          "type": "double"
        },
        "skuName": {
          "type": "text",
          "analyzer": "ik_max_word"
        },
        "skuDesc": {
          "type": "text",
          "analyzer": "ik_smart"
        },
        "catalog3Id": {
          "type": "keyword"
        },
        "skuDefaultImg": {
          "type": "keyword",
          "index": false,
          "doc_values":false
        },
        "skuAttrValueList": {
          "properties": {
            "valueId": {
              "type": "keyword"
            }
          }
        }
      }
    }
  }
}

##增加新的字段映射
PUT /gmall/_mapping
{
  "properties": {
    "employee-id":{
      "type": "keyword",
      "index": false
    }
  }
}


##对于已经存在的映射字段，不能更新，只能创建新的索引进行数据的迁移
##如果有类型(表)还需复制表
POST _reindex
{
  "source": {
    "index": "bank",
    "type": "account"
  },
  "dest": {
    "index": "newbank"
  }
}

##自定义分词,在nginx中配置文件，在es插件中开启自定义分词功能并写上nginx能访问的地址文件
POST _analyze
{
  "analyzer": "ik_max_word",
  "text": "乔碧萝殿下"
}

GET users/_search

GET gmall/PmsSkuInfo/_search
{
  "query": {
    "bool": {
        "filter": [
            {"terms":{"skuAttrValueLis.valueId": ["46","45"]}},
            {"term":{"catalog3Id":"61"}}
          ],
        "must": {
          "match": {
            "skuName": "小米"
          }
        }
    }
  },
  "highlight": {
      "fields": {
        "skuName":{}
      }
  },
  "from": 3,
  "size": 1,
  "sort":{
    "hotScore":{
      "order":"desc"
    }
  },
  "aggs": {
    "groupby_attr": {
      "terms": {
        "field": "skuAttrValueList.valueId"
      }
    }
  }
}

##获取映射
GET product/_mapping

##gulimall es的数据结构  doc_values不参与聚合 数据嵌套时类型为nested保证不会查询出没有的数据,如果加了nested则查询的时候也需要在加了nested的字段上加，当前es版本为6.5，还需增加索引时需要type
PUT product
{
  "mappings": {
    "skuInfo": {
      "properties": {
        "skuId": {
          "type": "long"
        },
        "spuId": {
          "type": "keyword"
        },
        "skuTitel": {
          "type": "text",
          "analyzer": "ik_smart"
        },
        "skuPrice": {
          "type": "keyword"
        },
        "skuImg": {
          "type": "keyword",
          "index": false,
          "doc_values": false
        },
        "saleCount": {
          "type": "long"
        },
        "hsaStock": {
          "type": "boolean"
        },
        "hotScore": {
          "type": "long"
        },
        "brandId": {
          "type": "long"
        },
        "catalogId": {
          "type": "long"
        },
        "brandName": {
          "type": "keyword"
        },
        "brandImg": {
          "type": "keyword"
        },
        "catalogName": {
          "type": "keyword"
        },
        "attrs": {
          "type": "nested",
          "properties": {
            "attrId": {
              "type": "long"
            },
            "attrName": {
              "type": "keyword"
            },
            "attrValue": {
              "type": "keyword"
            }
          }
        }
      }
    }
  }
}

##product检索查询
##如果加了nested则查询、聚合、分析的时候也需要在加了nested的字段上加
##must必须满足，term精确匹配，filter过滤不计算相关性得分 sort排序 highlight高亮
##terms一个字段多个条件查询
GET product/_search
{
  "query": {
    "bool": {
      "must": [
        {
          "match": {
            "skuTitel": "华为"
          }
        }
      ],
      "filter": [
        {
          "term": {
            "catalogId": "255"
          }
        },
        {
          "terms": {
            "brandId": [
              "1",
              "2",
              "9"
            ]
          }
        },
        {
          "nested": {
            "path": "attrs",
            "query": {
              "bool": {
                "must": [
                  {
                    "term": {
                      "attrs.attrId": {
                        "value": "15"
                      }
                    }
                  },
                  {
                    "terms": {
                      "attrs.attrValue": [
                        "列1",
                        "列2"
                      ]
                    }
                  }
                ]
              }
            }
          }
        },
        {
          "range": {
            "skuPrice": {
              "gte": 0,
              "lte": 6000
            }
          }
        },
        {
          "term": {
            "hasStock": {
              "value": "true"
            }
          }
        }
      ]
    }
  },
  "sort": [
    {
      "skuPrice": {
        "order": "desc"
      }
    }
  ],
  "from": 0,
  "size": 20,
  "highlight": {
    "fields": {
      "skuTitel": {}
    },
    "pre_tags": "<b style='color=red'>",
    "post_tags": "</b>"
  },
  "aggs": {
    "brand_agg": {
      "terms": {
        "field": "brandId",
        "size": 10
      },
      "aggs": {
        "brand_name_agg": {
          "terms": {
            "field": "brandName",
            "size": 10
          }
        },
        "brand_img_agg": {
          "terms": {
            "field": "brandImg",
            "size": 10
          }
        }
      }
    },
    "catalog_agg": {
      "terms": {
        "field": "catalogId",
        "size": 10
      },
      "aggs": {
        "catalog_name_agg": {
          "terms": {
            "field": "catalogName",
            "size": 10
          }
        }
      }
    },
    "attr_agg": {
      "nested": {
        "path": "attrs"
      },
      "aggs": {
        "attr_id_agg": {
          "terms": {
            "field": "attrs.attrId",
            "size": 10
          },
          "aggs": {
            "attr_name_agg": {
              "terms": {
                "field": "attrs.attrName",
                "size": 10
              }
            },
            "attr_value_agg": {
              "terms": {
                "field": "attrs.attrValue",
                "size": 10
              }
            }
          }
        }
      }
    }
  }
}

##聚合分析  第一次聚合查询出品牌的id，如果需要名字，则使用子聚合
##attrs嵌入式聚合
GET product/_search
{
  "query": {
    "match_all": {}
  },
  "aggs": {
    "brand_agg": {
      "terms": {
        "field": "brandId",
        "size": 10
      },
      "aggs": {
        "brand_name_agg": {
          "terms": {
            "field": "brandName",
            "size": 10
          }
        },
        "brand_img_agg":{
          "terms": {
            "field": "brandImg",
            "size": 10
          }
        }
      }
    },
    "catalog_agg": {
      "terms": {
        "field": "catalogId",
        "size": 10
      },
      "aggs": {
        "catalog_name_agg": {
          "terms": {
            "field": "catalogName",
            "size": 10
          }
        }
      }
    },
    "attr_agg":{
      "nested": {
        "path": "attrs"
      },
      "aggs": {
        "attr_id_agg": {
          "terms": {
            "field": "attrs.attrId",
            "size": 10
          },
          "aggs": {
            "attr_name_agg": {
              "terms": {
                "field": "attrs.attrName",
                "size": 10
              }
            },
            "attr_value_agg":{
              "terms": {
                "field": "attrs.attrValue",
                "size": 10
              }
            }
          }
        }
      }
    }
  }
}

##如果加了nested则查询的时候也需要在加了nested的字段上加
##must必须满足，term精确匹配，filter过滤不计算相关性得分
##terms一个字段多个条件查询
GET product/_search
{
  "query": {
    "bool": {
      "filter": {
        "nested": {
          "path": "attrs",
          "query": {
            "bool": {
              "must": [
                {
                  "term": {
                    "attrs.attrId": {
                      "value": "15"
                    }
                  }
                },
                {
                  "terms": {
                    "attrs.attrValue": [
                      "1",
                      "2"
                    ]
                  }
                }
              ]
            }
          }
        }
      }
    }
  }
}
